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International

                                                                         Journal of Bioprinting



                                        REVIEW ARTICLE
                                        Optimizing cell deposition for inkjet-based

                                        bioprinting



                                        Wei Long Ng *, Viktor Shkolnikov *
                                                                     2
                                                   1
                                        1 Singapore Centre for 3D Printing (SC3DP), School of Mechanical and Aerospace Engineering,
                                        Nanyang Technological University, Singapore
                                        2 HP Inc., 1501 Page Mill Road, Palo Alto, California, United States of America
                                        (This article belongs to the Special Issue: Special Issue of International Journal of Bioprinting in the BDMC
                                        2023 Conference)


                                        Abstract
                                        Although inkjet-based bioprinting enables precise drop-on-demand cell deposition
                                        within three-dimensional (3D) tissue constructs and facilitates critical cell–cell and
                                        cell–matrix interactions, it faces challenges such as poor cell homogeneity and low
                                        cell viability. To date, there is a lack of comprehensive review papers addressing the
                                        optimization of cell deposition in inkjet-based bioprinting. This review aims to fill
                                        that gap by providing an overview of various critical aspects in bioprinting, ranging
                                        from bio-ink properties to the impact of printed droplets. The bio-ink section begins
                                        by exploring how cells influence the physical properties of bio-inks and emphasizes
                                        the significance of achieving cell homogeneity within bio-inks to ensure consistent
                                        and reliable printing. The discussion then delves into inkjet-based printing chambers
                                        (thermal and piezoelectric), the effect of shear stress on printed cells, droplet
                                        formation dynamics, the influence of polymer-based and cell-laden droplets on the
            *Corresponding authors:     underlying substrate surface, and the dynamics of droplet impact. Beyond droplet
            Wei Long Ng
            (ng.wl@ntu.edu.sg)          formation and impact, the review highlights the importance of biophysical and
            Viktor Shkolnikov           biological cues within 3D hydrogel matrices for cell proliferation and differentiation.
            (viktors@hp.com)            Finally, the paper highlights current and potential applications, with a specific focus
            Citation: Ng WL, Shkolnikov V.   on skin and lung tissue engineering using inkjet-based bioprinting techniques, and
            Optimizing cell deposition for    provides insights into the emerging role of machine learning in optimizing the cell
            inkjet-based bioprinting. Int J   deposition process for inkjet-based bioprinting.
            Bioprint. 2024;10(2):2135.
            doi: 10.36922/ijb.2135
            Received: October 29, 2023  Keywords: 3D bioprinting; Biofabrication; Inkjet bioprinting; Cells; Bio-inks;
            Accepted: January 2, 2024   Machine learning
            Published Online: February 5, 2024
            Copyright: © 2024 Author(s).
            This is an Open Access article
            distributed under the terms of the
            Creative Commons Attribution   1. Introduction
            License, permitting distribution,
            and reproduction in any medium,   The field of bioprinting has sparked a profound and ever-growing interest due to its
            provided the original work is   potential to fabricate complex three-dimensional (3D) cell-laden structures in a highly
            properly cited.             repeatable and scalable manner.  The convergence of engineering, materials science,
                                                                  1-3
            Publisher’s Note: AccScience   and biology has ushered into a new era of possibilities, where fabrication of functional
            Publishing remains neutral with   3D tissue constructs becomes a reality. 3D bioprinting techniques can be categorized
            regard to jurisdictional claims in                                       4-8            9-14
            published maps and institutional   into three distinct classifications, namely jetting-based,  extrusion-based,   and vat
            affiliations.               photopolymerization-based bioprinting. 15,16  Each bioprinting technique has its specific




            Volume 10 Issue 2 (2024)                       182                                doi: 10.36922/ijb.2135
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